Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "18"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 18 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 100 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 97 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 18, Node N01:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459917 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 10.714837 9.987354 8.848158 0.175020 4.796351 2.454268 0.820063 18.921418 0.0287 0.4938 0.4085 nan nan
2459916 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 11.073017 10.109692 8.849791 0.149646 7.489944 1.184719 1.340417 28.186120 0.0295 0.4647 0.3833 nan nan
2459915 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 11.586310 24.389312 10.458104 -0.099516 8.105841 5.503003 3.588865 22.939103 0.0342 0.5149 0.4220 nan nan
2459914 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 12.580673 11.561552 11.128842 -0.118147 8.787046 4.306213 6.690675 10.326510 0.0297 0.5520 0.4605 nan nan
2459913 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 12.553566 9.525148 9.332248 -0.068894 9.135092 2.454883 5.546864 24.442717 0.0298 0.4788 0.3947 nan nan
2459912 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 10.626603 12.866673 8.259856 0.259139 8.766498 4.540485 0.631079 24.185300 0.0306 0.4620 0.3680 nan nan
2459911 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 10.185820 9.067064 8.809638 0.109538 8.640643 0.994193 -0.107347 20.241536 0.0297 0.4595 0.3741 nan nan
2459910 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 10.479185 9.617636 8.780411 0.098185 8.869390 1.148722 0.057497 19.754033 0.0288 0.4603 0.3720 nan nan
2459909 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 10.993604 9.044018 8.530544 0.158429 7.622341 -0.125781 0.622397 24.481597 0.0286 0.4578 0.3731 nan nan
2459908 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 11.597652 10.409166 8.210730 0.270807 6.446647 0.111806 0.827711 28.587039 0.0290 0.4681 0.3824 nan nan
2459907 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.734781 16.171808 -0.659584 0.127419 1.741823 2.869833 15.843516 31.623771 0.6581 0.4624 0.4760 nan nan
2459906 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.925236 10.165536 -0.720380 0.081119 0.746718 0.805994 16.167643 26.286750 0.6499 0.4526 0.4787 nan nan
2459905 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.085327 9.166061 -0.598738 0.005923 0.219582 3.248664 9.703976 27.229848 0.6379 0.4508 0.4821 nan nan
2459904 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.681339 10.063248 -0.648587 0.287278 1.176695 0.995612 21.794739 30.699409 0.6371 0.4500 0.4711 nan nan
2459903 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.418602 11.451674 -0.632524 0.243613 0.705745 1.989048 25.034596 34.615933 0.6459 0.4532 0.4739 nan nan
2459902 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.485068 14.989796 -0.667924 -0.017328 1.161747 2.459694 18.865606 33.924604 0.6562 0.4585 0.4735 nan nan
2459901 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.359443 21.229544 -0.614821 0.132954 1.414433 4.379097 17.979903 31.913975 0.6478 0.4393 0.4868 nan nan
2459900 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.185023 10.451201 -0.558195 0.212286 1.219894 2.589975 14.214080 27.605743 0.6102 0.4070 0.4183 nan nan
2459898 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.942673 10.359291 -0.764021 0.037336 0.680403 1.268752 12.025925 20.566665 0.6547 0.4545 0.4751 nan nan
2459897 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.874013 10.214648 -0.822986 0.189949 0.603116 1.949526 18.880779 27.331018 0.6522 0.4569 0.4744 nan nan
2459896 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.910895 10.990928 -0.724516 0.127094 1.627128 3.341344 17.899079 29.163633 0.6527 0.4594 0.4743 nan nan
2459895 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.432829 10.739037 -0.665968 -0.093932 0.530925 2.958976 0.215046 1.409287 0.7661 0.5950 0.3853 nan nan
2459894 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.956275 14.427934 -0.735222 0.089418 1.504674 4.697081 22.534348 33.632209 0.6767 0.4735 0.4698 nan nan
2459893 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.192958 15.177505 -0.734425 0.136308 1.887660 3.217388 25.350113 32.365129 0.6664 0.4674 0.4653 nan nan
2459892 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.577861 18.776353 -0.854338 0.080618 0.413785 5.992648 19.897031 47.921992 0.6572 0.4642 0.4596 nan nan
2459891 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.984794 12.212408 -0.925613 0.062005 0.833358 2.842108 13.529960 22.391830 0.6510 0.4587 0.4636 nan nan
2459890 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.762576 9.484415 -0.780295 -0.216546 0.060536 3.212256 11.545749 29.695793 0.6669 0.4622 0.4738 nan nan
2459889 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.762990 16.878127 -1.012978 -0.105453 2.711420 5.401451 24.150221 37.381233 0.6637 0.4610 0.4637 nan nan
2459888 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.199648 13.019812 -0.780015 -0.034093 2.291467 3.415601 7.978803 14.277907 0.6732 0.4831 0.4572 nan nan
2459887 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.832002 15.228359 -0.658892 -0.113291 1.576008 3.399566 16.228729 28.366371 0.6582 0.4546 0.4691 nan nan
2459886 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 14.835627 24.236897 -0.554479 0.085761 0.370308 3.216947 0.974849 2.702845 0.7401 0.5512 0.4352 nan nan
2459885 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.438934 21.003927 1.751114 1.606845 3.123070 9.613174 7.601187 18.021670 0.7151 0.5154 0.4554 nan nan
2459884 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.933826 9.622167 0.139915 -0.086363 1.330984 1.615835 16.284899 23.619792 0.6647 0.4572 0.4763 nan nan
2459883 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.662564 14.708253 1.123216 1.256069 0.570918 5.155241 42.626308 63.817273 0.6727 0.4681 0.4700 nan nan
2459882 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.343332 25.399152 1.526703 2.028128 0.252859 9.227847 11.185659 35.638060 0.6815 0.4763 0.4723 nan nan
2459881 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.250229 13.041551 1.669510 1.328685 3.435536 10.085632 40.328830 56.125330 0.7053 0.5388 0.4051 nan nan
2459880 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.383165 15.920550 1.751866 1.330299 1.428642 4.453410 22.595169 41.656396 0.6654 0.4625 0.4780 nan nan
2459879 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.579433 9.170958 0.296592 0.163252 0.625645 -0.305931 17.151117 19.246025 0.6459 0.4576 0.4766 nan nan
2459878 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.636807 20.811773 1.922694 2.301663 3.673055 11.632551 82.946424 83.250768 0.6521 0.4655 0.4699 nan nan
2459876 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 15.635078 23.963007 1.427892 1.440662 7.538675 21.582539 33.980423 61.450782 0.6670 0.4615 0.4221 nan nan
2459875 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.049706 21.638199 1.784836 1.915881 4.960902 10.287583 23.153125 37.229723 0.6856 0.4899 0.4267 nan nan
2459874 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 16.588908 31.672208 0.293501 0.541952 6.668105 15.365068 31.330102 47.000782 0.6696 0.4565 0.4170 nan nan
2459873 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.557237 24.472641 0.921120 1.330199 0.444640 6.951351 13.712827 36.275085 0.6903 0.4594 0.4385 nan nan
2459872 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.593799 16.209210 0.838194 1.399281 3.561545 10.585978 23.359350 32.103685 0.6809 0.4645 0.4265 nan nan
2459871 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.767998 14.257500 1.511961 1.330596 4.982375 13.115970 17.320573 24.062831 0.6795 0.4604 0.4212 nan nan
2459870 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.578005 23.080792 0.791401 0.915113 5.028532 8.531230 31.178508 54.809688 0.6836 0.4597 0.4379 nan nan
2459869 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459868 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.478493 21.433128 1.789509 1.432369 3.035352 7.019081 32.552572 49.891176 0.6785 0.4536 0.4456 nan nan
2459867 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.371005 14.688202 0.988351 0.883166 0.924374 5.363576 14.130820 29.660138 0.6980 0.4590 0.4588 nan nan
2459866 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.669912 20.876933 1.059419 1.427129 1.005072 11.882907 10.197905 22.162460 0.6954 0.4634 0.4461 nan nan
2459865 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.056444 15.959453 1.422859 1.946354 -0.706229 6.486690 0.695315 21.231068 0.7277 0.5165 0.4205 nan nan
2459864 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.243763 19.672245 -0.718630 -0.465174 1.139414 4.761214 37.606100 53.290892 0.6923 0.4540 0.4625 nan nan
2459863 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.984326 11.998026 -0.023818 -0.200945 -0.122999 2.620561 7.460164 22.029105 0.6918 0.4570 0.4555 nan nan
2459862 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459861 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.914741 10.069289 -0.021302 0.162439 0.699264 0.149411 10.657612 16.314763 0.7030 0.4609 0.4642 nan nan
2459860 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.101965 11.439433 -1.003580 -0.334512 2.845860 7.274006 9.510489 19.095380 0.6906 0.4533 0.4551 nan nan
2459859 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.389804 11.215568 -0.076575 0.154726 0.603376 0.515980 10.692081 22.387269 0.6952 0.4565 0.4540 nan nan
2459858 RF_maintenance 100.00% 0.00% 22.02% 0.00% 100.00% 0.00% 4.321906 10.948475 -0.070751 0.094799 0.805586 2.623595 15.259946 31.051255 0.7117 0.4585 0.4709 2.314353 1.576559
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 2.492056 9.467933 -3.430190 -0.026411 61.342570 29.438809 147.405426 14.567720 0.0277 0.0292 0.0006 nan nan
2459856 RF_maintenance 100.00% 0.00% 33.71% 0.00% 100.00% 0.00% 12.869317 28.045663 -0.797628 0.185471 2.445449 13.218331 23.104804 51.942130 0.6974 0.4536 0.4574 2.654823 1.623325
2459855 RF_maintenance 100.00% 0.00% 39.85% 0.00% 100.00% 0.00% 8.868832 22.764021 -1.192611 -0.231958 0.610645 5.074558 12.297952 22.680657 0.6830 0.4798 0.4848 2.540158 1.633600
2459854 RF_maintenance 100.00% 0.00% 25.07% 0.00% 100.00% 0.00% 18.321301 25.308311 -0.074951 0.408461 1.571384 6.575292 19.776085 37.337049 0.6980 0.5213 0.4759 2.288947 1.535270
2459853 RF_maintenance 100.00% 0.00% 30.86% 0.00% 100.00% 0.00% 6.719894 14.956536 0.052819 0.502812 1.330838 6.282299 19.512962 33.692883 0.7263 0.4569 0.4817 2.630783 1.662490
2459852 RF_maintenance 100.00% 0.00% 0.54% 0.00% 100.00% 0.00% 9.831353 27.761009 0.351709 1.040571 6.676137 13.569214 3.294425 6.368744 0.8272 0.6917 0.3271 3.665553 2.019447
2459851 RF_maintenance 100.00% 0.00% 18.26% 0.00% 100.00% 0.00% 12.719930 16.712612 0.451648 0.746529 4.664361 15.997594 19.855457 33.952059 0.7346 0.5359 0.4027 2.705104 1.656345
2459850 RF_maintenance 100.00% 0.00% 28.04% 0.00% 100.00% 0.00% 10.361661 15.911168 0.172573 0.353681 2.196939 7.023161 24.833086 54.994483 0.7150 0.5539 0.3847 2.509181 1.645717
2459849 RF_maintenance 100.00% 0.00% 34.52% 0.00% 100.00% 0.00% 15.425204 21.408308 0.449450 1.469773 15.831294 13.209777 72.062356 66.434886 0.6982 0.5183 0.4021 3.011358 1.783013
2459848 RF_maintenance 100.00% 0.00% 27.32% 0.00% 100.00% 0.00% 18.366203 23.737385 -0.432655 1.540243 5.323227 13.908879 22.518693 43.756747 0.6855 0.5422 0.4062 2.622171 1.676451
2459847 RF_maintenance 100.00% 0.00% 35.45% 0.00% 100.00% 0.00% 7.028938 13.336821 -0.628163 1.223427 0.415979 6.772338 5.896121 10.489391 0.6937 0.4569 0.4698 2.737389 1.671378
2459846 RF_maintenance 100.00% 0.00% 65.81% 0.00% 100.00% 0.00% 2.998846 9.426321 -0.172019 0.031654 1.067242 2.967116 7.464999 27.627576 0.8317 0.5043 0.5361 2.880477 1.953996
2459845 RF_maintenance 100.00% 0.00% 13.82% 0.00% 100.00% 0.00% 23.374829 33.565416 0.764767 2.079115 19.094028 22.021563 55.416035 59.550873 0.7014 0.5357 0.4095 4.640177 2.682911
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 6.050841 23.824174 18.078668 48.431849 119.480757 35.111629 221.214154 24.406184 0.0288 0.0306 0.0011 nan nan
2459843 RF_maintenance 100.00% 0.66% 14.85% 0.00% 100.00% 0.00% 20.388488 28.232469 -0.393530 0.565737 11.633242 20.859352 67.387261 43.296523 0.7061 0.5332 0.4289 3.307784 1.898641
2459842 RF_maintenance 100.00% 0.00% 83.87% 0.00% 100.00% 0.00% 9.231627 11.506753 -0.337983 0.106107 8.040933 3.431094 38.869744 20.086834 0.7053 0.3818 0.3817 3.294269 1.960122
2459841 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.363779 29.568015 16.484832 35.972389 84.496382 61.132103 96.812284 15.614050 0.0287 0.0301 0.0012 nan nan
2459840 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.805548 2.971842 -0.150358 0.033514 0.980433 1.310628 0.598599 0.781683 0.0255 0.0236 0.0016 nan nan
2459839 RF_maintenance 100.00% - - - - - -0.545959 0.375191 -1.131517 0.042658 2.202290 5.517818 0.609650 1.838857 nan nan nan nan nan
2459838 RF_maintenance 100.00% 0.00% 60.70% 0.00% 100.00% 0.00% 13.436745 21.851424 3.437987 1.533152 4.193001 16.879784 8.716156 26.943422 0.6978 0.4214 0.4977 3.930908 2.192981
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0378 0.0421 0.0011 nan nan
2459835 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.309809 -0.787098 5.313627 0.553619 24.787145 8.397554 94.512990 6.441134 0.0365 0.0423 0.0007 nan nan
2459833 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 1.765722 5.856762 6.309320 14.331317 100.457165 24.639158 206.813840 21.133938 0.0396 0.0376 0.0041 nan nan
2459832 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 8.108660 13.218214 2.559381 1.257628 1.172385 3.640456 11.594903 30.339676 0.7980 0.3101 0.6437 3.022426 1.789396
2459831 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.518282 0.006008 -0.848202 0.132247 -0.397041 0.466315 -0.058032 0.722375 0.0419 0.0427 0.0082 nan nan
2459830 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 9.638172 13.641496 3.487206 0.800518 5.840406 5.574747 21.135157 64.475936 0.7775 0.2734 0.6461 4.082016 2.322768
2459829 RF_maintenance 100.00% 0.00% 81.10% 0.00% 100.00% 0.00% 22.742231 29.693569 0.473306 0.328919 25.893616 9.521046 167.485811 109.975523 0.6648 0.3612 0.4836 9.904555 6.866045
2459828 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 11.625579 14.176884 0.004151 0.414713 21.705207 7.995045 480.738480 206.359302 0.7426 0.2760 0.5977 3.174876 2.112981
2459827 RF_maintenance 100.00% 0.00% 77.34% 0.00% 100.00% 0.00% 14.462115 19.809800 3.930931 1.942675 13.197068 4.610684 43.295764 30.264893 0.6992 0.3871 0.5029 6.048054 2.824674
2459826 RF_maintenance 100.00% 0.00% 91.94% 0.00% 100.00% 0.00% 6.680568 9.935981 4.089961 0.928596 7.316633 6.989249 21.244985 83.339514 0.7740 0.3150 0.6032 6.762484 3.241140
2459825 RF_maintenance 100.00% 0.00% 89.25% 0.00% 100.00% 0.00% 6.446717 9.382789 2.426497 1.280581 9.020827 11.221952 6.410913 11.302561 0.7735 0.3335 0.5992 2.767324 1.386111
2459824 RF_maintenance 100.00% 0.00% 60.12% 0.00% 100.00% 0.00% 14.673664 20.273272 3.665142 2.850624 4.772955 6.529556 20.610743 41.222890 0.6471 0.4359 0.4681 4.325821 2.523432
2459823 RF_maintenance 100.00% 0.00% 68.24% 0.00% 100.00% 0.00% 3.916172 3.218134 3.017163 0.059536 3.105287 6.898303 25.251734 103.994909 0.7127 0.3601 0.5461 7.414097 3.810002
2459822 RF_maintenance 100.00% 0.00% 81.18% 0.00% 100.00% 0.00% 5.889825 8.184575 3.083503 -0.084120 3.946958 5.209558 14.499218 17.283978 0.7688 0.3488 0.5944 4.379020 2.341813
2459821 RF_maintenance 100.00% 0.00% 75.81% 0.00% 100.00% 0.00% 6.139613 6.771156 2.846508 -0.091011 3.271380 3.979864 4.568552 7.828113 0.7644 0.3745 0.5958 4.134880 2.189808
2459820 RF_maintenance 100.00% 0.00% 75.19% 0.00% 100.00% 0.00% 20.784237 28.283176 1.296932 0.731360 45.989728 28.984752 110.268599 82.505629 0.6996 0.4068 0.4777 3.331394 2.401353
2459817 RF_maintenance 100.00% 0.00% 56.99% 0.00% 100.00% 0.00% 5.599593 6.049511 2.083318 -0.454057 4.552559 5.295478 24.432511 19.167584 0.7908 0.4696 0.5740 3.242825 1.772746
2459816 RF_maintenance 100.00% 0.00% 84.91% 0.00% 100.00% 0.00% 6.627433 8.827936 3.946398 1.177094 5.967196 9.575842 19.697602 70.502166 0.8294 0.3878 0.6408 3.341424 2.068560
2459815 RF_maintenance 100.00% 0.00% 54.30% 0.00% 100.00% 0.00% 4.518201 4.123712 2.962983 -0.560859 5.668644 5.881605 19.700082 65.160655 0.7878 0.4815 0.5879 3.759527 2.121328
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 18: 2459916

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 28.186120 11.073017 10.109692 8.849791 0.149646 7.489944 1.184719 1.340417 28.186120

Antenna 18: 2459915

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Shape 24.389312 11.586310 24.389312 10.458104 -0.099516 8.105841 5.503003 3.588865 22.939103

Antenna 18: 2459914

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Shape 12.580673 12.580673 11.561552 11.128842 -0.118147 8.787046 4.306213 6.690675 10.326510

Antenna 18: 2459913

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 24.442717 9.525148 12.553566 -0.068894 9.332248 2.454883 9.135092 24.442717 5.546864

Antenna 18: 2459912

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 24.185300 12.866673 10.626603 0.259139 8.259856 4.540485 8.766498 24.185300 0.631079

Antenna 18: 2459911

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 20.241536 9.067064 10.185820 0.109538 8.809638 0.994193 8.640643 20.241536 -0.107347

Antenna 18: 2459910

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 19.754033 9.617636 10.479185 0.098185 8.780411 1.148722 8.869390 19.754033 0.057497

Antenna 18: 2459909

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 24.481597 9.044018 10.993604 0.158429 8.530544 -0.125781 7.622341 24.481597 0.622397

Antenna 18: 2459908

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 28.587039 11.597652 10.409166 8.210730 0.270807 6.446647 0.111806 0.827711 28.587039

Antenna 18: 2459907

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 31.623771 16.171808 4.734781 0.127419 -0.659584 2.869833 1.741823 31.623771 15.843516

Antenna 18: 2459906

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 26.286750 10.165536 0.925236 0.081119 -0.720380 0.805994 0.746718 26.286750 16.167643

Antenna 18: 2459905

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 27.229848 9.166061 1.085327 0.005923 -0.598738 3.248664 0.219582 27.229848 9.703976

Antenna 18: 2459904

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 30.699409 10.063248 2.681339 0.287278 -0.648587 0.995612 1.176695 30.699409 21.794739

Antenna 18: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 34.615933 11.451674 3.418602 0.243613 -0.632524 1.989048 0.705745 34.615933 25.034596

Antenna 18: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 33.924604 3.485068 14.989796 -0.667924 -0.017328 1.161747 2.459694 18.865606 33.924604

Antenna 18: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 31.913975 2.359443 21.229544 -0.614821 0.132954 1.414433 4.379097 17.979903 31.913975

Antenna 18: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 27.605743 1.185023 10.451201 -0.558195 0.212286 1.219894 2.589975 14.214080 27.605743

Antenna 18: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 20.566665 10.359291 1.942673 0.037336 -0.764021 1.268752 0.680403 20.566665 12.025925

Antenna 18: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 27.331018 10.214648 2.874013 0.189949 -0.822986 1.949526 0.603116 27.331018 18.880779

Antenna 18: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 29.163633 10.990928 4.910895 0.127094 -0.724516 3.341344 1.627128 29.163633 17.899079

Antenna 18: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Shape 10.739037 1.432829 10.739037 -0.665968 -0.093932 0.530925 2.958976 0.215046 1.409287

Antenna 18: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 33.632209 14.427934 2.956275 0.089418 -0.735222 4.697081 1.504674 33.632209 22.534348

Antenna 18: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 32.365129 7.192958 15.177505 -0.734425 0.136308 1.887660 3.217388 25.350113 32.365129

Antenna 18: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 47.921992 18.776353 6.577861 0.080618 -0.854338 5.992648 0.413785 47.921992 19.897031

Antenna 18: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 22.391830 4.984794 12.212408 -0.925613 0.062005 0.833358 2.842108 13.529960 22.391830

Antenna 18: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 29.695793 9.484415 1.762576 -0.216546 -0.780295 3.212256 0.060536 29.695793 11.545749

Antenna 18: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 37.381233 7.762990 16.878127 -1.012978 -0.105453 2.711420 5.401451 24.150221 37.381233

Antenna 18: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 14.277907 13.019812 7.199648 -0.034093 -0.780015 3.415601 2.291467 14.277907 7.978803

Antenna 18: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 28.366371 15.228359 8.832002 -0.113291 -0.658892 3.399566 1.576008 28.366371 16.228729

Antenna 18: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Shape 24.236897 14.835627 24.236897 -0.554479 0.085761 0.370308 3.216947 0.974849 2.702845

Antenna 18: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Shape 21.003927 21.003927 7.438934 1.606845 1.751114 9.613174 3.123070 18.021670 7.601187

Antenna 18: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 23.619792 9.622167 2.933826 -0.086363 0.139915 1.615835 1.330984 23.619792 16.284899

Antenna 18: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 63.817273 14.708253 2.662564 1.256069 1.123216 5.155241 0.570918 63.817273 42.626308

Antenna 18: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 35.638060 25.399152 1.343332 2.028128 1.526703 9.227847 0.252859 35.638060 11.185659

Antenna 18: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 56.125330 13.041551 4.250229 1.328685 1.669510 10.085632 3.435536 56.125330 40.328830

Antenna 18: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 41.656396 15.920550 4.383165 1.330299 1.751866 4.453410 1.428642 41.656396 22.595169

Antenna 18: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 19.246025 9.170958 3.579433 0.163252 0.296592 -0.305931 0.625645 19.246025 17.151117

Antenna 18: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 83.250768 20.811773 8.636807 2.301663 1.922694 11.632551 3.673055 83.250768 82.946424

Antenna 18: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 61.450782 15.635078 23.963007 1.427892 1.440662 7.538675 21.582539 33.980423 61.450782

Antenna 18: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 37.229723 8.049706 21.638199 1.784836 1.915881 4.960902 10.287583 23.153125 37.229723

Antenna 18: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 47.000782 16.588908 31.672208 0.293501 0.541952 6.668105 15.365068 31.330102 47.000782

Antenna 18: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 36.275085 2.557237 24.472641 0.921120 1.330199 0.444640 6.951351 13.712827 36.275085

Antenna 18: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 32.103685 16.209210 3.593799 1.399281 0.838194 10.585978 3.561545 32.103685 23.359350

Antenna 18: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 24.062831 14.257500 6.767998 1.330596 1.511961 13.115970 4.982375 24.062831 17.320573

Antenna 18: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 54.809688 10.578005 23.080792 0.791401 0.915113 5.028532 8.531230 31.178508 54.809688

Antenna 18: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 18: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 49.891176 7.478493 21.433128 1.789509 1.432369 3.035352 7.019081 32.552572 49.891176

Antenna 18: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 29.660138 1.371005 14.688202 0.988351 0.883166 0.924374 5.363576 14.130820 29.660138

Antenna 18: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 22.162460 20.876933 1.669912 1.427129 1.059419 11.882907 1.005072 22.162460 10.197905

Antenna 18: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 21.231068 -0.056444 15.959453 1.422859 1.946354 -0.706229 6.486690 0.695315 21.231068

Antenna 18: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 53.290892 19.672245 4.243763 -0.465174 -0.718630 4.761214 1.139414 53.290892 37.606100

Antenna 18: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 22.029105 0.984326 11.998026 -0.023818 -0.200945 -0.122999 2.620561 7.460164 22.029105

Antenna 18: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 18: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 16.314763 10.069289 0.914741 0.162439 -0.021302 0.149411 0.699264 16.314763 10.657612

Antenna 18: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 19.095380 7.101965 11.439433 -1.003580 -0.334512 2.845860 7.274006 9.510489 19.095380

Antenna 18: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 22.387269 8.389804 11.215568 -0.076575 0.154726 0.603376 0.515980 10.692081 22.387269

Antenna 18: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 31.051255 10.948475 4.321906 0.094799 -0.070751 2.623595 0.805586 31.051255 15.259946

Antenna 18: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 147.405426 9.467933 2.492056 -0.026411 -3.430190 29.438809 61.342570 14.567720 147.405426

Antenna 18: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 51.942130 12.869317 28.045663 -0.797628 0.185471 2.445449 13.218331 23.104804 51.942130

Antenna 18: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Shape 22.764021 22.764021 8.868832 -0.231958 -1.192611 5.074558 0.610645 22.680657 12.297952

Antenna 18: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 37.337049 25.308311 18.321301 0.408461 -0.074951 6.575292 1.571384 37.337049 19.776085

Antenna 18: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 33.692883 14.956536 6.719894 0.502812 0.052819 6.282299 1.330838 33.692883 19.512962

Antenna 18: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Shape 27.761009 9.831353 27.761009 0.351709 1.040571 6.676137 13.569214 3.294425 6.368744

Antenna 18: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 33.952059 12.719930 16.712612 0.451648 0.746529 4.664361 15.997594 19.855457 33.952059

Antenna 18: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 54.994483 10.361661 15.911168 0.172573 0.353681 2.196939 7.023161 24.833086 54.994483

Antenna 18: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 72.062356 15.425204 21.408308 0.449450 1.469773 15.831294 13.209777 72.062356 66.434886

Antenna 18: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 43.756747 23.737385 18.366203 1.540243 -0.432655 13.908879 5.323227 43.756747 22.518693

Antenna 18: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Shape 13.336821 13.336821 7.028938 1.223427 -0.628163 6.772338 0.415979 10.489391 5.896121

Antenna 18: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 27.627576 2.998846 9.426321 -0.172019 0.031654 1.067242 2.967116 7.464999 27.627576

Antenna 18: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 59.550873 33.565416 23.374829 2.079115 0.764767 22.021563 19.094028 59.550873 55.416035

Antenna 18: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 221.214154 6.050841 23.824174 18.078668 48.431849 119.480757 35.111629 221.214154 24.406184

Antenna 18: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 67.387261 28.232469 20.388488 0.565737 -0.393530 20.859352 11.633242 43.296523 67.387261

Antenna 18: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 38.869744 9.231627 11.506753 -0.337983 0.106107 8.040933 3.431094 38.869744 20.086834

Antenna 18: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 96.812284 10.363779 29.568015 16.484832 35.972389 84.496382 61.132103 96.812284 15.614050

Antenna 18: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Shape 2.971842 1.805548 2.971842 -0.150358 0.033514 0.980433 1.310628 0.598599 0.781683

Antenna 18: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Variability 5.517818 0.375191 -0.545959 0.042658 -1.131517 5.517818 2.202290 1.838857 0.609650

Antenna 18: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 26.943422 21.851424 13.436745 1.533152 3.437987 16.879784 4.193001 26.943422 8.716156

Antenna 18: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 94.512990 -0.787098 -0.309809 0.553619 5.313627 8.397554 24.787145 6.441134 94.512990

Antenna 18: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 206.813840 5.856762 1.765722 14.331317 6.309320 24.639158 100.457165 21.133938 206.813840

Antenna 18: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 30.339676 8.108660 13.218214 2.559381 1.257628 1.172385 3.640456 11.594903 30.339676

Antenna 18: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 0.722375 -0.518282 0.006008 -0.848202 0.132247 -0.397041 0.466315 -0.058032 0.722375

Antenna 18: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 64.475936 9.638172 13.641496 3.487206 0.800518 5.840406 5.574747 21.135157 64.475936

Antenna 18: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 167.485811 29.693569 22.742231 0.328919 0.473306 9.521046 25.893616 109.975523 167.485811

Antenna 18: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 480.738480 14.176884 11.625579 0.414713 0.004151 7.995045 21.705207 206.359302 480.738480

Antenna 18: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 43.295764 14.462115 19.809800 3.930931 1.942675 13.197068 4.610684 43.295764 30.264893

Antenna 18: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 83.339514 9.935981 6.680568 0.928596 4.089961 6.989249 7.316633 83.339514 21.244985

Antenna 18: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 11.302561 9.382789 6.446717 1.280581 2.426497 11.221952 9.020827 11.302561 6.410913

Antenna 18: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 41.222890 14.673664 20.273272 3.665142 2.850624 4.772955 6.529556 20.610743 41.222890

Antenna 18: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 103.994909 3.218134 3.916172 0.059536 3.017163 6.898303 3.105287 103.994909 25.251734

Antenna 18: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 17.283978 5.889825 8.184575 3.083503 -0.084120 3.946958 5.209558 14.499218 17.283978

Antenna 18: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 7.828113 6.771156 6.139613 -0.091011 2.846508 3.979864 3.271380 7.828113 4.568552

Antenna 18: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 110.268599 20.784237 28.283176 1.296932 0.731360 45.989728 28.984752 110.268599 82.505629

Antenna 18: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 24.432511 5.599593 6.049511 2.083318 -0.454057 4.552559 5.295478 24.432511 19.167584

Antenna 18: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 70.502166 8.827936 6.627433 1.177094 3.946398 9.575842 5.967196 70.502166 19.697602

Antenna 18: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 65.160655 4.123712 4.518201 -0.560859 2.962983 5.881605 5.668644 65.160655 19.700082

Antenna 18: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 18: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: